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Medical Visual Question Answering (MedVQA) presents a significant opportunity to enhance diagnostic accuracy and healthcare delivery by leveraging artificial intelligence to interpret and answer questions based on medical images. In this…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Xiaoman Zhang , Chaoyi Wu , Ziheng Zhao , Weixiong Lin , Ya Zhang , Yanfeng Wang , Weidi Xie

Agentic visual analytics (VA) represents an emerging class of systems in which large language model (LLM)-driven agents autonomously plan, execute, evaluate, and iterate across the full visual analytics pipeline. By shifting users from…

Databases · Computer Science 2026-04-20 Tianqi Luo , Leixian Shen , Yuyu Luo

In this study, an advanced CCA-based algorithn called hybrid template canonical correlation analysis (HTCCA) was proposed to improve the performance of brain-computer interface (BCI) based on steady state visual evoked potential (SSVEP)…

Signal Processing · Electrical Eng. & Systems 2021-05-04 Runfeng Miao , Li Zhang , Qiang Sun

Machine learning algorithms often produce models considered as complex black-box models by both end users and developers. They fail to explain the model in terms of the domain they are designed for. The proposed Iterative Visual Logical…

Machine Learning · Computer Science 2021-07-13 Sridevi Narayana Wagle , Boris Kovalerchuk

Dementia care requires healthcare professionals to balance a patient's medical needs with a deep understanding of their personal needs, preferences, and emotional cues. However, current digital tools prioritise quantitative metrics over…

Human-Computer Interaction · Computer Science 2025-09-11 Rhiannon Owen , Jonathan C. Roberts

Recent research has increasingly focused on the reasoning capabilities of Large Language Models (LLMs) in multi-turn interactions, as these scenarios more closely mirror real-world problem-solving. However, analyzing the intricate reasoning…

Computation and Language · Computer Science 2025-11-14 Yiran Zhang , Mingyang Lin , Mark Dras , Usman Naseem

Eligibility criteria play a critical role in clinical trials by determining the target patient population, which significantly influences the outcomes of medical interventions. However, current approaches for designing eligibility criteria…

Human-Computer Interaction · Computer Science 2025-07-17 Rui Sheng , Xingbo Wang , Jiachen Wang , Xiaofu Jin , Zhonghua Sheng , Zhenxing Xu , Suraj Rajendran , Huamin Qu , Fei Wang

Virtual Reality (VR) is increasingly used for training and demonstration purposes including a variety of applications ranging from robot learning to rehabilitation. However, the choice of input device and its visualization might influence…

Human-Computer Interaction · Computer Science 2026-02-12 Robin Beierling , Manuel Scheibl , Jonas Dech , Abhijit Vyas , Anna-Lisa Vollmer

Medical visual question answering (Med-VQA) aims to answer clinically relevant questions grounded in medical images. However, existing multimodal large language models (MLLMs) often exhibit shortcut answering, producing plausible responses…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Zhisong Wang , Ziyang Chen , Zanting Ye , Hongze Zhu , Yefeng Zheng , Yong Xia

Large Language Models (LLMs) are transforming Conversational Visual Analytics (CVA) by enabling data analysis through natural language. However, evaluating LLMs for CVA remains a challenge: requiring programming expertise, overlooking…

Human-Computer Interaction · Computer Science 2026-03-09 Srishti Palani , Vidya Setlur

Vision-Language-Action (VLA) models have emerged as a generalist robotic agent. However, existing VLAs are hindered by excessive parameter scales, prohibitive pre-training requirements, and limited applicability to diverse embodiments. To…

We present Vision in Action (ViA), an active perception system for bimanual robot manipulation. ViA learns task-relevant active perceptual strategies (e.g., searching, tracking, and focusing) directly from human demonstrations. On the…

Robotics · Computer Science 2025-06-19 Haoyu Xiong , Xiaomeng Xu , Jimmy Wu , Yifan Hou , Jeannette Bohg , Shuran Song

During the COVID-19 pandemic, a number of data visualizations were created to inform the public about the rapidly evolving crisis. Data dashboards, a form of information dissemination used during the pandemic, have facilitated this process…

Human-Computer Interaction · Computer Science 2022-07-27 Yixuan Zhang , Yifan Sun , Joseph D. Gaggiano , Neha Kumar , Clio Andris , Andrea G. Parker

The Vision-Language-Action models (VLA) have achieved significant advances in robotic manipulation recently. However, vision-only VLA models create fundamental limitations, particularly in perceiving interactive and manipulation dynamic…

Robotics · Computer Science 2025-11-14 Xiangyi Wei , Haotian Zhang , Xinyi Cao , Siyu Xie , Weifeng Ge , Yang Li , Changbo Wang

The rise of AI agents introduces a fundamental shift in Visual Analytics (VA), in which agents act as a new user group. Current agentic approaches - based on computer vision and raw DOM access - fail to perform VA tasks accurately and…

Human-Computer Interaction · Computer Science 2026-04-01 Tobias Stähle , Péter Ferenc Gyarmati , Thilo Spinner , Rita Sevastjanova , Dominik Moritz , Mennatallah El-Assady

Medical Visual Language Models have shown great potential in various healthcare applications, including medical image captioning and diagnostic assistance. However, most existing models rely on text-based instructions, limiting their…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Tan-Hanh Pham , Chris Ngo , Trong-Duong Bui , Minh Luu Quang , Tan-Huong Pham , Truong-Son Hy

Chronic diseases, including diabetes, hypertension, asthma, HIV-AIDS, epilepsy, and tuberculosis, necessitate rigorous adherence to medication to avert disease progression, manage symptoms, and decrease mortality rates. Adherence is…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Md Asaduzzaman Jabin , Hanqi Jiang , Yiwei Li , Patrick Kaggwa , Eugene Douglass , Juliet N. Sekandi , Tianming Liu

Multiple-view visualization (MV) has been heavily used in visual analysis tools for sensemaking of data in various domains (e.g., bioinformatics, cybersecurity and text analytics). One common task of visual analysis with multiple views is…

Human-Computer Interaction · Computer Science 2021-09-29 Maoyuan Sun , Abdul Rahman Shaikh , Hamed Alhoori , Jian Zhao

In this study, we propose a solution based on a multi-agent LLM architecture and a voice user interface (VUI) designed to update the knowledge base of a digital assistant. Its usability is evaluated in comparison to a more traditional…

Human-Computer Interaction · Computer Science 2025-05-29 Grzegorz Wolny , Michał Szczerbak

Healthcare professionals (HCPs) face increasing levels of stress and burnout. Technological wellbeing interventions provide accessible and flexible support for HCPs. While most studies have focused on mobile- and web-based programs,…

Human-Computer Interaction · Computer Science 2025-06-25 Zheyuan Zhang , Jingjing Sun , Dorian Peters , Rafael A. Calvo